Pandas Profiling Report

Dataset statistics

Number of variables	51
Number of observations	49701
Missing cells	849259
Missing cells (%)	33.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	51.7 MiB
Average record size in memory	1.1 KiB

Variable types

Numeric	32
Categorical	15
Text	2
DateTime	2

Alerts

`application_type` has constant value "INDIVIDUAL"	Constant
`addr_state` is highly overall correlated with `lat` and 3 other fields	High correlation
`age_of_credit` is highly overall correlated with `open_il_12m`	High correlation
`all_util` is highly overall correlated with `collections_12_mths_ex_med` and 6 other fields	High correlation
`annual_inc` is highly overall correlated with `il_util` and 4 other fields	High correlation
`collections_12_mths_ex_med` is highly overall correlated with `all_util` and 13 other fields	High correlation
`delinq_2yrs` is highly overall correlated with `mths_since_last_delinq` and 1 other fields	High correlation
`dti` is highly overall correlated with `all_util` and 2 other fields	High correlation
`grade` is highly overall correlated with `open_il_12m` and 1 other fields	High correlation
`il_util` is highly overall correlated with `all_util` and 7 other fields	High correlation
`initial_list_status` is highly overall correlated with `open_il_24m`	High correlation
`inq_fi` is highly overall correlated with `collections_12_mths_ex_med` and 5 other fields	High correlation
`inq_last_12m` is highly overall correlated with `collections_12_mths_ex_med` and 5 other fields	High correlation
`inq_last_6mths` is highly overall correlated with `inq_last_12m` and 1 other fields	High correlation
`last_pymnt_amnt` is highly overall correlated with `loan_amnt`	High correlation
`lat` is highly overall correlated with `addr_state` and 1 other fields	High correlation
`lng` is highly overall correlated with `addr_state`	High correlation
`loan_amnt` is highly overall correlated with `last_pymnt_amnt`	High correlation
`loan_status` is highly overall correlated with `all_util` and 13 other fields	High correlation
`max_bal_bc` is highly overall correlated with `collections_12_mths_ex_med` and 3 other fields	High correlation
`mths_since_last_delinq` is highly overall correlated with `delinq_2yrs` and 2 other fields	High correlation
`mths_since_last_major_derog` is highly overall correlated with `all_util` and 3 other fields	High correlation
`mths_since_last_record` is highly overall correlated with `all_util` and 12 other fields	High correlation
`mths_since_rcnt_il` is highly overall correlated with `collections_12_mths_ex_med` and 1 other fields	High correlation
`open_acc` is highly overall correlated with `open_rv_12m` and 2 other fields	High correlation
`open_acc_6m` is highly overall correlated with `annual_inc` and 8 other fields	High correlation
`open_il_12m` is highly overall correlated with `age_of_credit` and 15 other fields	High correlation
`open_il_24m` is highly overall correlated with `annual_inc` and 9 other fields	High correlation
`open_il_6m` is highly overall correlated with `addr_state` and 5 other fields	High correlation
`open_rv_12m` is highly overall correlated with `collections_12_mths_ex_med` and 5 other fields	High correlation
`open_rv_24m` is highly overall correlated with `collections_12_mths_ex_med` and 6 other fields	High correlation
`pub_rec` is highly overall correlated with `open_acc_6m` and 2 other fields	High correlation
`revol_bal` is highly overall correlated with `max_bal_bc` and 4 other fields	High correlation
`revol_util` is highly overall correlated with `all_util`	High correlation
`sub_grade` is highly overall correlated with `grade`	High correlation
`term` is highly overall correlated with `inq_last_12m` and 1 other fields	High correlation
`tot_coll_amt` is highly overall correlated with `il_util` and 3 other fields	High correlation
`tot_cur_bal` is highly overall correlated with `annual_inc`	High correlation
`total_acc` is highly overall correlated with `open_acc` and 1 other fields	High correlation
`total_bal_il` is highly overall correlated with `collections_12_mths_ex_med` and 4 other fields	High correlation
`total_cu_tl` is highly overall correlated with `collections_12_mths_ex_med` and 4 other fields	High correlation
`total_rev_hi_lim` is highly overall correlated with `inq_fi` and 1 other fields	High correlation
`zip_code` is highly overall correlated with `addr_state` and 1 other fields	High correlation
`collections_12_mths_ex_med` is highly imbalanced (97.2%)	Imbalance
`emp_title` has 2751 (5.5%) missing values	Missing
`emp_length` has 1888 (3.8%) missing values	Missing
`mths_since_last_delinq` has 27534 (55.4%) missing values	Missing
`mths_since_last_major_derog` has 39904 (80.3%) missing values	Missing
`mths_since_last_record` has 43583 (87.7%) missing values	Missing
`open_acc_6m` has 49681 (> 99.9%) missing values	Missing
`open_il_6m` has 49681 (> 99.9%) missing values	Missing
`open_il_12m` has 49681 (> 99.9%) missing values	Missing
`open_il_24m` has 49681 (> 99.9%) missing values	Missing
`mths_since_rcnt_il` has 49681 (> 99.9%) missing values	Missing
`total_bal_il` has 49681 (> 99.9%) missing values	Missing
`il_util` has 49682 (> 99.9%) missing values	Missing
`open_rv_12m` has 49681 (> 99.9%) missing values	Missing
`open_rv_24m` has 49681 (> 99.9%) missing values	Missing
`max_bal_bc` has 49681 (> 99.9%) missing values	Missing
`all_util` has 49681 (> 99.9%) missing values	Missing
`total_rev_hi_lim` has 12670 (25.5%) missing values	Missing
`inq_fi` has 49681 (> 99.9%) missing values	Missing
`total_cu_tl` has 49681 (> 99.9%) missing values	Missing
`inq_last_12m` has 49681 (> 99.9%) missing values	Missing
`tot_coll_amt` has 12670 (25.5%) missing values	Missing
`tot_cur_bal` has 12670 (25.5%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 20.63160709)	Skewed
`pub_rec` has 43766 (88.1%) zeros	Zeros
`delinq_2yrs` has 41868 (84.2%) zeros	Zeros
`inq_last_6mths` has 23882 (48.1%) zeros	Zeros
`tot_coll_amt` has 32683 (65.8%) zeros	Zeros

Reproduction

Analysis started	2024-10-17 20:32:14.366029
Analysis finished	2024-10-17 20:33:17.126890
Duration	1 minute and 2.76 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

loan_amnt
Real number (ℝ)

HIGH CORRELATION

Distinct	1164
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13651.24

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	500
5-th percentile	3000
Q1	7425
median	12000
Q3	18650
95-th percentile	30000
Maximum	35000
Range	34500
Interquartile range (IQR)	11225

Descriptive statistics

Standard deviation	8175.9854
Coefficient of variation (CV)	0.59891886
Kurtosis	0.078251147
Mean	13651.24
Median Absolute Deviation (MAD)	5400
Skewness	0.82121628
Sum	6.784803 × 10⁸
Variance	66846737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	3488	7.0%
12000	2719	5.5%
15000	2358	4.7%
20000	2200	4.4%
8000	1725	3.5%
35000	1650	3.3%
6000	1598	3.2%
5000	1522	3.1%
16000	1247	2.5%
18000	1135	2.3%
Other values (1154)	30059	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	3	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	194	0.4%
1025	1	< 0.1%
1100	4	< 0.1%
1125	3	< 0.1%
1150	1	< 0.1%
1200	103	0.2%

Value	Count	Frequency (%)
35000	1650	3.3%
34975	3	< 0.1%
34950	1	< 0.1%
34900	1	< 0.1%
34875	1	< 0.1%
34850	1	< 0.1%
34800	2	< 0.1%
34750	3	< 0.1%
34700	1	< 0.1%
34675	1	< 0.1%

term
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

36 months	38937
60 months	10764

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	497010
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36 months
2nd row	36 months
3rd row	36 months
4th row	36 months
5th row	36 months

Common Values

Value	Count	Frequency (%)
36 months	38937	78.3%
60 months	10764	21.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
months	49701	50.0%
36	38937	39.2%
60	10764	10.8%

Most occurring characters

Value	Count	Frequency (%)
	99402	20.0%
6	49701	10.0%
t	49701	10.0%
m	49701	10.0%
o	49701	10.0%
n	49701	10.0%
s	49701	10.0%
h	49701	10.0%
3	38937	7.8%
0	10764	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	99402	20.0%
6	49701	10.0%
t	49701	10.0%
m	49701	10.0%
o	49701	10.0%
n	49701	10.0%
s	49701	10.0%
h	49701	10.0%
3	38937	7.8%
0	10764	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	99402	20.0%
6	49701	10.0%
t	49701	10.0%
m	49701	10.0%
o	49701	10.0%
n	49701	10.0%
s	49701	10.0%
h	49701	10.0%
3	38937	7.8%
0	10764	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	99402	20.0%
6	49701	10.0%
t	49701	10.0%
m	49701	10.0%
o	49701	10.0%
n	49701	10.0%
s	49701	10.0%
h	49701	10.0%
3	38937	7.8%
0	10764	2.2%

grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

B	15054
C	12809
A	8117
D	8020
E	3761
Other values (2)	1940

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49701
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	C
3rd row	B
4th row	B
5th row	B

Common Values

Value	Count	Frequency (%)
B	15054	30.3%
C	12809	25.8%
A	8117	16.3%
D	8020	16.1%
E	3761	7.6%
F	1534	3.1%
G	406	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b	15054	30.3%
c	12809	25.8%
a	8117	16.3%
d	8020	16.1%
e	3761	7.6%
f	1534	3.1%
g	406	0.8%

Most occurring characters

Value	Count	Frequency (%)
B	15054	30.3%
C	12809	25.8%
A	8117	16.3%
D	8020	16.1%
E	3761	7.6%
F	1534	3.1%
G	406	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	15054	30.3%
C	12809	25.8%
A	8117	16.3%
D	8020	16.1%
E	3761	7.6%
F	1534	3.1%
G	406	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	15054	30.3%
C	12809	25.8%
A	8117	16.3%
D	8020	16.1%
E	3761	7.6%
F	1534	3.1%
G	406	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	15054	30.3%
C	12809	25.8%
A	8117	16.3%
D	8020	16.1%
E	3761	7.6%
F	1534	3.1%
G	406	0.8%

sub_grade
Categorical

HIGH CORRELATION

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

B3	3559
B4	3414
C1	2930
B2	2814
C2	2811
Other values (30)	34173

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	99402
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C5
2nd row	C1
3rd row	B5
4th row	B1
5th row	B2

Common Values

Value	Count	Frequency (%)
B3	3559	7.2%
B4	3414	6.9%
C1	2930	5.9%
B2	2814	5.7%
C2	2811	5.7%
B5	2804	5.6%
C3	2525	5.1%
B1	2463	5.0%
C4	2370	4.8%
A5	2289	4.6%
Other values (25)	21722	43.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b3	3559	7.2%
b4	3414	6.9%
c1	2930	5.9%
b2	2814	5.7%
c2	2811	5.7%
b5	2804	5.6%
c3	2525	5.1%
b1	2463	5.0%
c4	2370	4.8%
a5	2289	4.6%
Other values (25)	21722	43.7%

Most occurring characters

Value	Count	Frequency (%)
B	15054	15.1%
C	12809	12.9%
4	10368	10.4%
3	10234	10.3%
1	9983	10.0%
2	9946	10.0%
5	9170	9.2%
A	8117	8.2%
D	8020	8.1%
E	3761	3.8%
Other values (2)	1940	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	15054	15.1%
C	12809	12.9%
4	10368	10.4%
3	10234	10.3%
1	9983	10.0%
2	9946	10.0%
5	9170	9.2%
A	8117	8.2%
D	8020	8.1%
E	3761	3.8%
Other values (2)	1940	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	15054	15.1%
C	12809	12.9%
4	10368	10.4%
3	10234	10.3%
1	9983	10.0%
2	9946	10.0%
5	9170	9.2%
A	8117	8.2%
D	8020	8.1%
E	3761	3.8%
Other values (2)	1940	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	15054	15.1%
C	12809	12.9%
4	10368	10.4%
3	10234	10.3%
1	9983	10.0%
2	9946	10.0%
5	9170	9.2%
A	8117	8.2%
D	8020	8.1%
E	3761	3.8%
Other values (2)	1940	2.0%

emp_title
Text

MISSING

Distinct	30714
Distinct (%)	65.4%
Missing	2751
Missing (%)	5.5%
Memory size	3.0 MiB

Length

Max length	78
Median length	44
Mean length	17.236635
Min length	1

Characters and Unicode

Total characters	809260
Distinct characters	89
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26458 ?
Unique (%)	56.4%

Sample

1st row	AIR RESOURCES BOARD
2nd row	UCLA
3rd row	Target
4th row	SFMTA
5th row	Internal revenue Service

Value	Count	Frequency (%)
manager	3511	3.1%
of	2607	2.3%
inc	2115	1.9%
	1037	0.9%
sales	851	0.8%
service	826	0.7%
assistant	776	0.7%
director	772	0.7%
school	767	0.7%
engineer	712	0.6%
Other values (16167)	99193	87.7%

Most occurring characters

Value	Count	Frequency (%)
e	74239	9.2%
	68084	8.4%
a	57381	7.1%
r	56722	7.0%
i	52406	6.5%
n	52165	6.4%
t	47688	5.9%
o	45243	5.6%
s	37295	4.6%
c	30684	3.8%
Other values (79)	287353	35.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	809260	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	74239	9.2%
	68084	8.4%
a	57381	7.1%
r	56722	7.0%
i	52406	6.5%
n	52165	6.4%
t	47688	5.9%
o	45243	5.6%
s	37295	4.6%
c	30684	3.8%
Other values (79)	287353	35.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	809260	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	74239	9.2%
	68084	8.4%
a	57381	7.1%
r	56722	7.0%
i	52406	6.5%
n	52165	6.4%
t	47688	5.9%
o	45243	5.6%
s	37295	4.6%
c	30684	3.8%
Other values (79)	287353	35.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	809260	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	74239	9.2%
	68084	8.4%
a	57381	7.1%
r	56722	7.0%
i	52406	6.5%
n	52165	6.4%
t	47688	5.9%
o	45243	5.6%
s	37295	4.6%
c	30684	3.8%
Other values (79)	287353	35.5%

emp_length
Categorical

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	1888
Missing (%)	3.8%
Memory size	2.7 MiB

10+ years	15069
2 years	4513
< 1 year	4001
3 years	3883
5 years	3573
Other values (6)	16774

Length

Max length	9
Median length	7
Mean length	7.6454939
Min length	6

Characters and Unicode

Total characters	365554
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	10+ years
2nd row	10+ years
3rd row	10+ years
4th row	3 years
5th row	3 years

Common Values

Value	Count	Frequency (%)
10+ years	15069	30.3%
2 years	4513	9.1%
< 1 year	4001	8.1%
3 years	3883	7.8%
5 years	3573	7.2%
1 year	3276	6.6%
4 years	3251	6.5%
6 years	3058	6.2%
7 years	2882	5.8%
8 years	2351	4.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	40536	40.7%
10	15069	15.1%
1	7277	7.3%
year	7277	7.3%
2	4513	4.5%
	4001	4.0%
3	3883	3.9%
5	3573	3.6%
4	3251	3.3%
6	3058	3.1%
Other values (3)	7189	7.2%

Most occurring characters

Value	Count	Frequency (%)
	51814	14.2%
y	47813	13.1%
r	47813	13.1%
a	47813	13.1%
e	47813	13.1%
s	40536	11.1%
1	22346	6.1%
0	15069	4.1%
+	15069	4.1%
2	4513	1.2%
Other values (8)	24955	6.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365554	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	51814	14.2%
y	47813	13.1%
r	47813	13.1%
a	47813	13.1%
e	47813	13.1%
s	40536	11.1%
1	22346	6.1%
0	15069	4.1%
+	15069	4.1%
2	4513	1.2%
Other values (8)	24955	6.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365554	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	51814	14.2%
y	47813	13.1%
r	47813	13.1%
a	47813	13.1%
e	47813	13.1%
s	40536	11.1%
1	22346	6.1%
0	15069	4.1%
+	15069	4.1%
2	4513	1.2%
Other values (8)	24955	6.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365554	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	51814	14.2%
y	47813	13.1%
r	47813	13.1%
a	47813	13.1%
e	47813	13.1%
s	40536	11.1%
1	22346	6.1%
0	15069	4.1%
+	15069	4.1%
2	4513	1.2%
Other values (8)	24955	6.8%

home_ownership
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

MORTGAGE	24192
RENT	21593
OWN	3868
OTHER	39
NONE	8

Length

Max length	8
Median length	5
Mean length	5.8699423
Min length	3

Characters and Unicode

Total characters	291742
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	RENT
2nd row	RENT
3rd row	OWN
4th row	RENT
5th row	RENT

Common Values

Value	Count	Frequency (%)
MORTGAGE	24192	48.7%
RENT	21593	43.4%
OWN	3868	7.8%
OTHER	39	0.1%
NONE	8	< 0.1%
ANY	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mortgage	24192	48.7%
rent	21593	43.4%
own	3868	7.8%
other	39	0.1%
none	8	< 0.1%
any	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
G	48384	16.6%
E	45832	15.7%
R	45824	15.7%
T	45824	15.7%
O	28107	9.6%
N	25478	8.7%
A	24193	8.3%
M	24192	8.3%
W	3868	1.3%
H	39	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	291742	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	48384	16.6%
E	45832	15.7%
R	45824	15.7%
T	45824	15.7%
O	28107	9.6%
N	25478	8.7%
A	24193	8.3%
M	24192	8.3%
W	3868	1.3%
H	39	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	291742	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	48384	16.6%
E	45832	15.7%
R	45824	15.7%
T	45824	15.7%
O	28107	9.6%
N	25478	8.7%
A	24193	8.3%
M	24192	8.3%
W	3868	1.3%
H	39	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	291742	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	48384	16.6%
E	45832	15.7%
R	45824	15.7%
T	45824	15.7%
O	28107	9.6%
N	25478	8.7%
A	24193	8.3%
M	24192	8.3%
W	3868	1.3%
H	39	< 0.1%

annual_inc
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5476
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73827.646

Minimum	2000
Maximum	4900000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	2000
5-th percentile	28000
Q1	45000
median	65000
Q3	90000
95-th percentile	150000
Maximum	4900000
Range	4898000
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	52515.798
Coefficient of variation (CV)	0.71132971
Kurtosis	1532.6127
Mean	73827.646
Median Absolute Deviation (MAD)	20230
Skewness	20.631607
Sum	3.6693078 × 10⁹
Variance	2.757909 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	1954	3.9%
50000	1631	3.3%
65000	1345	2.7%
70000	1305	2.6%
40000	1273	2.6%
80000	1249	2.5%
75000	1218	2.5%
45000	1187	2.4%
55000	1046	2.1%
90000	963	1.9%
Other values (5466)	36530	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	1	< 0.1%
4080	1	< 0.1%
4800	2	< 0.1%
5000	1	< 0.1%
6000	2	< 0.1%
7000	2	< 0.1%
7200	1	< 0.1%
7280	1	< 0.1%
7800	2	< 0.1%
7904.04	1	< 0.1%

Value	Count	Frequency (%)
4900000	1	< 0.1%
1900000	2	< 0.1%
1440000	1	< 0.1%
1362000	1	< 0.1%
1000000	2	< 0.1%
950000	1	< 0.1%
948000	1	< 0.1%
900000	1	< 0.1%
850000	1	< 0.1%
800000	1	< 0.1%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.9 MiB

Verified	18569
Not Verified	16642
Source Verified	14490

Length

Max length	15
Median length	12
Mean length	11.380173
Min length	8

Characters and Unicode

Total characters	565606
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Source Verified
3rd row	Source Verified
4th row	Source Verified
5th row	Source Verified

Common Values

Value	Count	Frequency (%)
Verified	18569	37.4%
Not Verified	16642	33.5%
Source Verified	14490	29.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	49701	61.5%
not	16642	20.6%
source	14490	17.9%

Most occurring characters

Value	Count	Frequency (%)
e	113892	20.1%
i	99402	17.6%
r	64191	11.3%
V	49701	8.8%
f	49701	8.8%
d	49701	8.8%
o	31132	5.5%
	31132	5.5%
N	16642	2.9%
t	16642	2.9%
Other values (3)	43470	7.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	565606	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	113892	20.1%
i	99402	17.6%
r	64191	11.3%
V	49701	8.8%
f	49701	8.8%
d	49701	8.8%
o	31132	5.5%
	31132	5.5%
N	16642	2.9%
t	16642	2.9%
Other values (3)	43470	7.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	565606	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	113892	20.1%
i	99402	17.6%
r	64191	11.3%
V	49701	8.8%
f	49701	8.8%
d	49701	8.8%
o	31132	5.5%
	31132	5.5%
N	16642	2.9%
t	16642	2.9%
Other values (3)	43470	7.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	565606	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	113892	20.1%
i	99402	17.6%
r	64191	11.3%
V	49701	8.8%
f	49701	8.8%
d	49701	8.8%
o	31132	5.5%
	31132	5.5%
N	16642	2.9%
t	16642	2.9%
Other values (3)	43470	7.7%

issue_d
Date

Distinct	103
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	388.4 KiB

Minimum	2007-06-01 00:00:00
Maximum	2015-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

loan_status
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.9 MiB

non defaulter	40922
defaulter	8779

Length

Max length	13
Median length	13
Mean length	12.293455
Min length	9

Characters and Unicode

Total characters	610997
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	non defaulter
2nd row	non defaulter
3rd row	non defaulter
4th row	non defaulter
5th row	defaulter

Common Values

Value	Count	Frequency (%)
non defaulter	40922	82.3%
defaulter	8779	17.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
defaulter	49701	54.8%
non	40922	45.2%

Most occurring characters

Value	Count	Frequency (%)
e	99402	16.3%
n	81844	13.4%
d	49701	8.1%
u	49701	8.1%
l	49701	8.1%
f	49701	8.1%
a	49701	8.1%
t	49701	8.1%
r	49701	8.1%
	40922	6.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	610997	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	99402	16.3%
n	81844	13.4%
d	49701	8.1%
u	49701	8.1%
l	49701	8.1%
f	49701	8.1%
a	49701	8.1%
t	49701	8.1%
r	49701	8.1%
	40922	6.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	610997	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	99402	16.3%
n	81844	13.4%
d	49701	8.1%
u	49701	8.1%
l	49701	8.1%
f	49701	8.1%
a	49701	8.1%
t	49701	8.1%
r	49701	8.1%
	40922	6.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	610997	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	99402	16.3%
n	81844	13.4%
d	49701	8.1%
u	49701	8.1%
l	49701	8.1%
f	49701	8.1%
a	49701	8.1%
t	49701	8.1%
r	49701	8.1%
	40922	6.7%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

debt_consolidation	29251
credit_card	9889
other	2840
home_improvement	2815
major_purchase	1183
Other values (9)	3723

Length

Max length	18
Median length	18
Mean length	14.914529
Min length	3

Characters and Unicode

Total characters	741267
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	small_business
2nd row	other
3rd row	debt_consolidation
4th row	credit_card
5th row	other

Common Values

Value	Count	Frequency (%)
debt_consolidation	29251	58.9%
credit_card	9889	19.9%
other	2840	5.7%
home_improvement	2815	5.7%
major_purchase	1183	2.4%
small_business	970	2.0%
car	729	1.5%
medical	592	1.2%
wedding	349	0.7%
moving	348	0.7%
Other values (4)	735	1.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debt_consolidation	29251	58.9%
credit_card	9889	19.9%
other	2840	5.7%
home_improvement	2815	5.7%
major_purchase	1183	2.4%
small_business	970	2.0%
car	729	1.5%
medical	592	1.2%
wedding	349	0.7%
moving	348	0.7%
Other values (4)	735	1.5%

Most occurring characters

Value	Count	Frequency (%)
o	98437	13.3%
d	79647	10.7%
t	74462	10.0%
i	73881	10.0%
n	63504	8.6%
e	54123	7.3%
c	51949	7.0%
a	44681	6.0%
_	44160	6.0%
s	34581	4.7%
Other values (12)	121842	16.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	741267	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	98437	13.3%
d	79647	10.7%
t	74462	10.0%
i	73881	10.0%
n	63504	8.6%
e	54123	7.3%
c	51949	7.0%
a	44681	6.0%
_	44160	6.0%
s	34581	4.7%
Other values (12)	121842	16.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	741267	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	98437	13.3%
d	79647	10.7%
t	74462	10.0%
i	73881	10.0%
n	63504	8.6%
e	54123	7.3%
c	51949	7.0%
a	44681	6.0%
_	44160	6.0%
s	34581	4.7%
Other values (12)	121842	16.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	741267	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	98437	13.3%
d	79647	10.7%
t	74462	10.0%
i	73881	10.0%
n	63504	8.6%
e	54123	7.3%
c	51949	7.0%
a	44681	6.0%
_	44160	6.0%
s	34581	4.7%
Other values (12)	121842	16.4%

title
Text

Distinct	11937
Distinct (%)	24.0%
Missing	8
Missing (%)	< 0.1%
Memory size	3.1 MiB

Length

Max length	80
Median length	77
Mean length	17.043527
Min length	2

Characters and Unicode

Total characters	846944
Distinct characters	92
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10349 ?
Unique (%)	20.8%

Sample

1st row	real estate business
2nd row	personel
3rd row	Consolidation
4th row	citicard fund
5th row	Other Loan

Value	Count	Frequency (%)
debt	21372	18.6%
consolidation	21241	18.5%
credit	8477	7.4%
card	7335	6.4%
loan	5636	4.9%
refinancing	4504	3.9%
home	2499	2.2%
improvement	1931	1.7%
pay	1261	1.1%
other	1259	1.1%
Other values (5005)	39245	34.2%

Most occurring characters

Value	Count	Frequency (%)
o	90438	10.7%
n	80280	9.5%
i	75026	8.9%
	66296	7.8%
e	65214	7.7%
t	65161	7.7%
a	56886	6.7%
d	46581	5.5%
r	35474	4.2%
c	33998	4.0%
Other values (82)	231590	27.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	846944	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	90438	10.7%
n	80280	9.5%
i	75026	8.9%
	66296	7.8%
e	65214	7.7%
t	65161	7.7%
a	56886	6.7%
d	46581	5.5%
r	35474	4.2%
c	33998	4.0%
Other values (82)	231590	27.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	846944	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	90438	10.7%
n	80280	9.5%
i	75026	8.9%
	66296	7.8%
e	65214	7.7%
t	65161	7.7%
a	56886	6.7%
d	46581	5.5%
r	35474	4.2%
c	33998	4.0%
Other values (82)	231590	27.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	846944	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	90438	10.7%
n	80280	9.5%
i	75026	8.9%
	66296	7.8%
e	65214	7.7%
t	65161	7.7%
a	56886	6.7%
d	46581	5.5%
r	35474	4.2%
c	33998	4.0%
Other values (82)	231590	27.3%

dti
Real number (ℝ)

HIGH CORRELATION

Distinct	3693
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.500422

Minimum	0
Maximum	39.97
Zeros	57
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.23
Q1	10.7
median	16.12
Q3	21.94
95-th percentile	30
Maximum	39.97
Range	39.97
Interquartile range (IQR)	11.24

Descriptive statistics

Standard deviation	7.785918
Coefficient of variation (CV)	0.47186175
Kurtosis	-0.49849268
Mean	16.500422
Median Absolute Deviation (MAD)	5.61
Skewness	0.21833117
Sum	820087.48
Variance	60.620519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	0.1%
16.8	50	0.1%
19.2	42	0.1%
17.63	42	0.1%
12	42	0.1%
14.4	40	0.1%
13.2	39	0.1%
10.8	39	0.1%
16.08	39	0.1%
14.74	38	0.1%
Other values (3683)	49273	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	0.1%
0.01	1	< 0.1%
0.02	3	< 0.1%
0.03	1	< 0.1%
0.07	1	< 0.1%
0.08	4	< 0.1%
0.11	4	< 0.1%
0.13	1	< 0.1%
0.16	3	< 0.1%
0.18	1	< 0.1%

Value	Count	Frequency (%)
39.97	1	< 0.1%
39.96	1	< 0.1%
39.89	2	< 0.1%
39.88	2	< 0.1%
39.86	1	< 0.1%
39.83	1	< 0.1%
39.82	1	< 0.1%
39.72	1	< 0.1%
39.7	1	< 0.1%
39.69	1	< 0.1%

earliest_cr_line
Date

Distinct	590
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	388.4 KiB

Minimum	1948-01-01 00:00:00
Maximum	2012-07-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

open_acc
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.811992

Minimum	1
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
median	10
Q3	13
95-th percentile	20
Maximum	49
Range	48
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.7623564
Coefficient of variation (CV)	0.44046985
Kurtosis	2.1740872
Mean	10.811992
Median Absolute Deviation (MAD)	3
Skewness	1.0741247
Sum	537356
Variance	22.680039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
9	4785	9.6%
8	4664	9.4%
10	4544	9.1%
7	4286	8.6%
11	4191	8.4%
12	3624	7.3%
6	3600	7.2%
13	3166	6.4%
14	2546	5.1%
5	2461	5.0%
Other values (36)	11833	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	< 0.1%
2	256	0.5%
3	676	1.4%
4	1486	3.0%
5	2461	5.0%
6	3600	7.2%
7	4286	8.6%
8	4664	9.4%
9	4785	9.6%
10	4544	9.1%

Value	Count	Frequency (%)
49	1	< 0.1%
48	1	< 0.1%
47	2	< 0.1%
46	2	< 0.1%
45	1	< 0.1%
42	1	< 0.1%
40	2	< 0.1%
39	3	< 0.1%
38	2	< 0.1%
37	9	< 0.1%

pub_rec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.13720322

Minimum	0
Maximum	15
Zeros	43766
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.42453884
Coefficient of variation (CV)	3.0942338
Kurtosis	76.180961
Mean	0.13720322
Median Absolute Deviation (MAD)	0
Skewness	5.6481321
Sum	6819
Variance	0.18023323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	43766	88.1%
1	5356	10.8%
2	414	0.8%
3	102	0.2%
4	25	0.1%
5	18	< 0.1%
6	11	< 0.1%
7	3	< 0.1%
10	2	< 0.1%
8	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43766	88.1%
1	5356	10.8%
2	414	0.8%
3	102	0.2%
4	25	0.1%
5	18	< 0.1%
6	11	< 0.1%
7	3	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
15	1	< 0.1%
10	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	3	< 0.1%
6	11	< 0.1%
5	18	< 0.1%
4	25	0.1%
3	102	0.2%
2	414	0.8%

revol_bal
Real number (ℝ)

HIGH CORRELATION

Distinct	25784
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15180.724

Minimum	0
Maximum	586266
Zeros	358
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1438
Q1	5875
median	10929
Q3	19039
95-th percentile	38798
Maximum	586266
Range	586266
Interquartile range (IQR)	13164

Descriptive statistics

Standard deviation	18576.406
Coefficient of variation (CV)	1.2236838
Kurtosis	139.96579
Mean	15180.724
Median Absolute Deviation (MAD)	5969
Skewness	8.3293866
Sum	7.5449718 × 10⁸
Variance	3.4508285 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	358	0.7%
298	10	< 0.1%
5573	10	< 0.1%
6858	9	< 0.1%
7815	9	< 0.1%
6035	9	< 0.1%
12177	9	< 0.1%
6689	9	< 0.1%
4812	9	< 0.1%
3122	8	< 0.1%
Other values (25774)	49261	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	358	0.7%
1	3	< 0.1%
2	5	< 0.1%
3	4	< 0.1%
4	2	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
7	3	< 0.1%
8	1	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
586266	1	< 0.1%
555597	1	< 0.1%
552758	1	< 0.1%
487589	1	< 0.1%
465731	1	< 0.1%
451481	1	< 0.1%
434123	1	< 0.1%
401258	1	< 0.1%
393762	1	< 0.1%
388892	1	< 0.1%

revol_util
Real number (ℝ)

HIGH CORRELATION

Distinct	1078
Distinct (%)	2.2%
Missing	32
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	54.728696

Minimum	0
Maximum	892.3
Zeros	374
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10.4
Q1	36.7
median	56.4
Q3	74.3
95-th percentile	92.4
Maximum	892.3
Range	892.3
Interquartile range (IQR)	37.6

Descriptive statistics

Standard deviation	25.018053
Coefficient of variation (CV)	0.45712861
Kurtosis	24.445144
Mean	54.728696
Median Absolute Deviation (MAD)	18.8
Skewness	0.51477983
Sum	2718319.6
Variance	625.90295
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	374	0.8%
61	96	0.2%
67	94	0.2%
65.2	94	0.2%
56	92	0.2%
64.5	91	0.2%
46.7	90	0.2%
57	89	0.2%
53	88	0.2%
60	88	0.2%
Other values (1068)	48473	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	374	0.8%
0.1	40	0.1%
0.16	1	< 0.1%
0.2	25	0.1%
0.3	34	0.1%
0.4	26	0.1%
0.46	1	< 0.1%
0.5	27	0.1%
0.6	19	< 0.1%
0.7	19	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
150.7	1	< 0.1%
129.4	1	< 0.1%
127.6	1	< 0.1%
127.4	1	< 0.1%
120.2	1	< 0.1%
117.7	1	< 0.1%
113	1	< 0.1%
112.2	1	< 0.1%
111.9	1	< 0.1%

total_acc
Real number (ℝ)

HIGH CORRELATION

Distinct	93
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	24.942596

Minimum	2
Maximum	110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	16
median	23
Q3	32
95-th percentile	47
Maximum	110
Range	108
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.703555
Coefficient of variation (CV)	0.46921962
Kurtosis	0.84885974
Mean	24.942596
Median Absolute Deviation (MAD)	8
Skewness	0.79795943
Sum	1239647
Variance	136.9732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	1799	3.6%
19	1778	3.6%
20	1770	3.6%
23	1763	3.5%
21	1738	3.5%
17	1719	3.5%
18	1716	3.5%
24	1679	3.4%
16	1675	3.4%
25	1665	3.4%
Other values (83)	32398	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	10	< 0.1%
3	68	0.1%
4	197	0.4%
5	293	0.6%
6	415	0.8%
7	557	1.1%
8	769	1.5%
9	832	1.7%
10	970	2.0%
11	1196	2.4%

Value	Count	Frequency (%)
110	1	< 0.1%
102	1	< 0.1%
99	1	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
90	1	< 0.1%
89	1	< 0.1%

initial_list_status
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

f	35858
w	13843

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49701
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	f
2nd row	f
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

Most occurring characters

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49701	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	35858	72.1%
w	13843	27.9%

application_type
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

INDIVIDUAL	49701

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	497010
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	49701	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	49701	100.0%

Most occurring characters

Value	Count	Frequency (%)
I	149103	30.0%
D	99402	20.0%
N	49701	10.0%
V	49701	10.0%
U	49701	10.0%
A	49701	10.0%
L	49701	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	149103	30.0%
D	99402	20.0%
N	49701	10.0%
V	49701	10.0%
U	49701	10.0%
A	49701	10.0%
L	49701	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	149103	30.0%
D	99402	20.0%
N	49701	10.0%
V	49701	10.0%
U	49701	10.0%
A	49701	10.0%
L	49701	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	497010	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	149103	30.0%
D	99402	20.0%
N	49701	10.0%
V	49701	10.0%
U	49701	10.0%
A	49701	10.0%
L	49701	10.0%

zip_code
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	833.84928

Minimum	601
Maximum	985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	601
5-th percentile	606
Q1	751
median	906
Q3	926
95-th percentile	968
Maximum	985
Range	384
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	119.01034
Coefficient of variation (CV)	0.14272404
Kurtosis	-0.92860518
Mean	833.84928
Median Absolute Deviation (MAD)	65
Skewness	-0.63300995
Sum	41443143
Variance	14163.46
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
606	2498	5.0%
917	2110	4.2%
921	1987	4.0%
926	1896	3.8%
913	1698	3.4%
925	1596	3.2%
956	1473	3.0%
920	1390	2.8%
951	1307	2.6%
802	1268	2.6%
Other values (120)	32478	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
601	1186	2.4%
602	63	0.1%
603	58	0.1%
606	2498	5.0%
610	164	0.3%
612	128	0.3%
616	92	0.2%
617	146	0.3%
622	292	0.6%
623	36	0.1%

Value	Count	Frequency (%)
985	381	0.8%
983	648	1.3%
982	736	1.5%
979	10	< 0.1%
976	42	0.1%
971	309	0.6%
969	3	< 0.1%
968	488	1.0%
965	1	< 0.1%
962	5	< 0.1%

addr_state
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

CA	22671
TX	6623
IL	4812
CO	2133
OK	1775
Other values (22)	11687

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	99402
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	IL
2nd row	CA
3rd row	CA
4th row	IL
5th row	CA

Common Values

Value	Count	Frequency (%)
CA	22671	45.6%
TX	6623	13.3%
IL	4812	9.7%
CO	2133	4.3%
OK	1775	3.6%
WA	1765	3.6%
MO	1746	3.5%
AZ	1604	3.2%
UT	1588	3.2%
LA	1322	2.7%
Other values (17)	3662	7.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ca	22671	45.6%
tx	6623	13.3%
il	4812	9.7%
co	2133	4.3%
ok	1775	3.6%
wa	1765	3.6%
mo	1746	3.5%
az	1604	3.2%
ut	1588	3.2%
la	1322	2.7%
Other values (17)	3662	7.4%

Most occurring characters

Value	Count	Frequency (%)
A	28594	28.8%
C	24806	25.0%
T	8214	8.3%
X	6623	6.7%
L	6137	6.2%
O	6016	6.1%
I	5303	5.3%
K	3079	3.1%
W	2010	2.0%
M	1751	1.8%
Other values (11)	6869	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	28594	28.8%
C	24806	25.0%
T	8214	8.3%
X	6623	6.7%
L	6137	6.2%
O	6016	6.1%
I	5303	5.3%
K	3079	3.1%
W	2010	2.0%
M	1751	1.8%
Other values (11)	6869	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	28594	28.8%
C	24806	25.0%
T	8214	8.3%
X	6623	6.7%
L	6137	6.2%
O	6016	6.1%
I	5303	5.3%
K	3079	3.1%
W	2010	2.0%
M	1751	1.8%
Other values (11)	6869	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	99402	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	28594	28.8%
C	24806	25.0%
T	8214	8.3%
X	6623	6.7%
L	6137	6.2%
O	6016	6.1%
I	5303	5.3%
K	3079	3.1%
W	2010	2.0%
M	1751	1.8%
Other values (11)	6869	6.9%

delinq_2yrs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.23770624

Minimum	0
Maximum	16
Zeros	41868
Zeros (%)	84.2%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.69641542
Coefficient of variation (CV)	2.9297314
Kurtosis	46.581383
Mean	0.23770624
Median Absolute Deviation (MAD)	0
Skewness	5.2209005
Sum	11814
Variance	0.48499444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	41868	84.2%
1	5525	11.1%
2	1475	3.0%
3	434	0.9%
4	189	0.4%
5	109	0.2%
6	49	0.1%
7	22	< 0.1%
8	10	< 0.1%
9	6	< 0.1%
Other values (5)	13	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41868	84.2%
1	5525	11.1%
2	1475	3.0%
3	434	0.9%
4	189	0.4%
5	109	0.2%
6	49	0.1%
7	22	< 0.1%
8	10	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
15	1	< 0.1%
12	5	< 0.1%
11	3	< 0.1%
10	3	< 0.1%
9	6	< 0.1%
8	10	< 0.1%
7	22	< 0.1%
6	49	0.1%
5	109	0.2%

inq_last_6mths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.90034205

Minimum	0
Maximum	17
Zeros	23882
Zeros (%)	48.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1493215
Coefficient of variation (CV)	1.2765387
Kurtosis	5.8060647
Mean	0.90034205
Median Absolute Deviation (MAD)	1
Skewness	1.7869719
Sum	44747
Variance	1.3209399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	23882	48.1%
1	14131	28.4%
2	6957	14.0%
3	3237	6.5%
4	900	1.8%
5	367	0.7%
6	136	0.3%
7	41	0.1%
8	24	< 0.1%
9	14	< 0.1%
Other values (6)	11	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23882	48.1%
1	14131	28.4%
2	6957	14.0%
3	3237	6.5%
4	900	1.8%
5	367	0.7%
6	136	0.3%
7	41	0.1%
8	24	< 0.1%
9	14	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	5	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	14	< 0.1%
8	24	< 0.1%
7	41	0.1%
6	136	0.3%

last_pymnt_amnt
Real number (ℝ)

HIGH CORRELATION

Distinct	45458
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6586.0505

Minimum	0
Maximum	36257.59
Zeros	116
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	112.05
Q1	505.34
median	4078.09
Q3	10209.03
95-th percentile	22208.16
Maximum	36257.59
Range	36257.59
Interquartile range (IQR)	9703.69

Descriptive statistics

Standard deviation	7438.6753
Coefficient of variation (CV)	1.1294592
Kurtosis	1.6992676
Mean	6586.0505
Median Absolute Deviation (MAD)	3746.72
Skewness	1.4214461
Sum	3.273333 × 10⁸
Variance	55333890
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116	0.2%
100	40	0.1%
200	32	0.1%
50	24	< 0.1%
336.9	21	< 0.1%
300	20	< 0.1%
337.47	17	< 0.1%
360.38	17	< 0.1%
353.01	15	< 0.1%
500	15	< 0.1%
Other values (45448)	49384	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116	0.2%
0.01	5	< 0.1%
0.07	1	< 0.1%
0.09	1	< 0.1%
0.1	1	< 0.1%
0.13	3	< 0.1%
0.14	1	< 0.1%
0.17	1	< 0.1%
0.18	3	< 0.1%
0.19	1	< 0.1%

Value	Count	Frequency (%)
36257.59	1	< 0.1%
36133.3	1	< 0.1%
36117.51	1	< 0.1%
35997.17	1	< 0.1%
35971.15	1	< 0.1%
35961.64	1	< 0.1%
35926.13	1	< 0.1%
35905.53	1	< 0.1%
35897.76	1	< 0.1%
35883.46	1	< 0.1%

collections_12_mths_ex_med
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	2.5 MiB

0.0	49391
1.0	281
2.0	19
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	149076
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	49391	99.4%
1.0	281	0.6%
2.0	19	< 0.1%
3.0	1	< 0.1%
(Missing)	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	49391	99.4%
1.0	281	0.6%
2.0	19	< 0.1%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	99083	66.5%
.	49692	33.3%
1	281	0.2%
2	19	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	149076	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	99083	66.5%
.	49692	33.3%
1	281	0.2%
2	19	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	149076	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	99083	66.5%
.	49692	33.3%
1	281	0.2%
2	19	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	149076	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	99083	66.5%
.	49692	33.3%
1	281	0.2%
2	19	< 0.1%
3	1	< 0.1%

mths_since_last_delinq
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	105
Distinct (%)	0.5%
Missing	27534
Missing (%)	55.4%
Infinite	0
Infinite (%)	0.0%
Mean	35.621464

Minimum	0
Maximum	141
Zeros	143
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	17
median	33
Q3	52
95-th percentile	75
Maximum	141
Range	141
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	21.857623
Coefficient of variation (CV)	0.61360822
Kurtosis	-0.83672627
Mean	35.621464
Median Absolute Deviation (MAD)	17
Skewness	0.3808305
Sum	789621
Variance	477.75569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	421	0.8%
15	420	0.8%
13	405	0.8%
8	401	0.8%
12	397	0.8%
16	390	0.8%
11	386	0.8%
23	385	0.8%
7	382	0.8%
18	381	0.8%
Other values (95)	18199	36.6%
(Missing)	27534	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	143	0.3%
1	109	0.2%
2	176	0.4%
3	172	0.3%
4	229	0.5%
5	257	0.5%
6	362	0.7%
7	382	0.8%
8	401	0.8%
9	421	0.8%

Value	Count	Frequency (%)
141	1	< 0.1%
133	1	< 0.1%
120	1	< 0.1%
113	1	< 0.1%
109	1	< 0.1%
108	2	< 0.1%
106	2	< 0.1%
103	1	< 0.1%
101	2	< 0.1%
99	1	< 0.1%

mths_since_last_major_derog
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	128
Distinct (%)	1.3%
Missing	39904
Missing (%)	80.3%
Infinite	0
Infinite (%)	0.0%
Mean	43.653874

Minimum	0
Maximum	159
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	27
median	43
Q3	60
95-th percentile	77
Maximum	159
Range	159
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	21.400446
Coefficient of variation (CV)	0.49023018
Kurtosis	-0.29232215
Mean	43.653874
Median Absolute Deviation (MAD)	17
Skewness	0.21787581
Sum	427677
Variance	457.9791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	182	0.4%
45	174	0.4%
47	171	0.3%
36	170	0.3%
40	169	0.3%
46	166	0.3%
42	166	0.3%
32	164	0.3%
48	162	0.3%
43	159	0.3%
Other values (118)	8114	16.3%
(Missing)	39904	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	20	< 0.1%
2	25	0.1%
3	19	< 0.1%
4	45	0.1%
5	52	0.1%
6	61	0.1%
7	74	0.1%
8	74	0.1%
9	88	0.2%

Value	Count	Frequency (%)
159	1	< 0.1%
141	1	< 0.1%
135	1	< 0.1%
133	1	< 0.1%
132	2	< 0.1%
131	1	< 0.1%
125	3	< 0.1%
124	2	< 0.1%
123	1	< 0.1%
122	1	< 0.1%

mths_since_last_record
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	121
Distinct (%)	2.0%
Missing	43583
Missing (%)	87.7%
Infinite	0
Infinite (%)	0.0%
Mean	75.950637

Minimum	0
Maximum	120
Zeros	184
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	20.85
Q1	54
median	79
Q3	102
95-th percentile	116
Maximum	120
Range	120
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	30.284756
Coefficient of variation (CV)	0.39874262
Kurtosis	-0.42380009
Mean	75.950637
Median Absolute Deviation (MAD)	24
Skewness	-0.57055747
Sum	464666
Variance	917.16644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	184	0.4%
106	105	0.2%
107	101	0.2%
100	101	0.2%
111	100	0.2%
110	100	0.2%
104	99	0.2%
116	99	0.2%
112	97	0.2%
105	96	0.2%
Other values (111)	5036	10.1%
(Missing)	43583	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	184	0.4%
1	1	< 0.1%
2	5	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	9	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
119	55	0.1%
118	95	0.2%
117	82	0.2%
116	99	0.2%
115	69	0.1%
114	85	0.2%
113	85	0.2%
112	97	0.2%
111	100	0.2%

open_acc_6m
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	25.0%
Missing	49681
Missing (%)	> 99.9%
Memory size	2.7 MiB

1.0	11
2.0	3
0.0	3
3.0	2
5.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	5.0%

Sample

1st row	2.0
2nd row	3.0
3rd row	2.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	11	< 0.1%
2.0	3	< 0.1%
0.0	3	< 0.1%
3.0	2	< 0.1%
5.0	1	< 0.1%
(Missing)	49681	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	11	55.0%
2.0	3	15.0%
0.0	3	15.0%
3.0	2	10.0%
5.0	1	5.0%

Most occurring characters

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	11	18.3%
2	3	5.0%
3	2	3.3%
5	1	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	11	18.3%
2	3	5.0%
3	2	3.3%
5	1	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	11	18.3%
2	3	5.0%
3	2	3.3%
5	1	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	11	18.3%
2	3	5.0%
3	2	3.3%
5	1	1.7%

open_il_6m
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	35.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.9

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	8.15
Maximum	11
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.5526044
Coefficient of variation (CV)	0.88020843
Kurtosis	5.1117722
Mean	2.9
Median Absolute Deviation (MAD)	1
Skewness	2.2121493
Sum	58
Variance	6.5157895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	6	< 0.1%
1	6	< 0.1%
3	4	< 0.1%
5	1	< 0.1%
11	1	< 0.1%
8	1	< 0.1%
4	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	< 0.1%
2	6	< 0.1%
3	4	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
8	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	4	< 0.1%
2	6	< 0.1%
1	6	< 0.1%

open_il_12m
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	20.0%
Missing	49681
Missing (%)	> 99.9%
Memory size	2.7 MiB

1.0	10
0.0	8
2.0	1
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	10.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	10	< 0.1%
0.0	8	< 0.1%
2.0	1	< 0.1%
3.0	1	< 0.1%
(Missing)	49681	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	10	50.0%
0.0	8	40.0%
2.0	1	5.0%
3.0	1	5.0%

Most occurring characters

Value	Count	Frequency (%)
0	28	46.7%
.	20	33.3%
1	10	16.7%
2	1	1.7%
3	1	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	28	46.7%
.	20	33.3%
1	10	16.7%
2	1	1.7%
3	1	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	28	46.7%
.	20	33.3%
1	10	16.7%
2	1	1.7%
3	1	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	28	46.7%
.	20	33.3%
1	10	16.7%
2	1	1.7%
3	1	1.7%

open_il_24m
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	25.0%
Missing	49681
Missing (%)	> 99.9%
Memory size	2.7 MiB

1.0	9
3.0	5
0.0	3
2.0	2
7.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	5.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
1.0	9	< 0.1%
3.0	5	< 0.1%
0.0	3	< 0.1%
2.0	2	< 0.1%
7.0	1	< 0.1%
(Missing)	49681	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	9	45.0%
3.0	5	25.0%
0.0	3	15.0%
2.0	2	10.0%
7.0	1	5.0%

Most occurring characters

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	9	15.0%
3	5	8.3%
2	2	3.3%
7	1	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	9	15.0%
3	5	8.3%
2	2	3.3%
7	1	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	9	15.0%
3	5	8.3%
2	2	3.3%
7	1	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	23	38.3%
.	20	33.3%
1	9	15.0%
3	5	8.3%
2	2	3.3%
7	1	1.7%

mths_since_rcnt_il
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	15
Distinct (%)	75.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	14.25

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1.95
Q1	4
median	9
Q3	15.75
95-th percentile	38.75
Maximum	72
Range	71
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	16.424869
Coefficient of variation (CV)	1.1526224
Kurtosis	7.9153875
Mean	14.25
Median Absolute Deviation (MAD)	6
Skewness	2.5882054
Sum	285
Variance	269.77632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
4	2	< 0.1%
9	2	< 0.1%
7	2	< 0.1%
3	2	< 0.1%
15	2	< 0.1%
1	1	< 0.1%
72	1	< 0.1%
14	1	< 0.1%
27	1	< 0.1%
22	1	< 0.1%
Other values (5)	5	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
14	1	< 0.1%
15	2	< 0.1%

Value	Count	Frequency (%)
72	1	< 0.1%
37	1	< 0.1%
27	1	< 0.1%
22	1	< 0.1%
18	1	< 0.1%
15	2	< 0.1%
14	1	< 0.1%
10	1	< 0.1%
9	2	< 0.1%
7	2	< 0.1%

total_bal_il
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	100.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	34607.9

Minimum	4437
Maximum	74412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	4437
5-th percentile	4536.75
Q1	16769.5
median	37551
Q3	46143.5
95-th percentile	69979.3
Maximum	74412
Range	69975
Interquartile range (IQR)	29374

Descriptive statistics

Standard deviation	21980.182
Coefficient of variation (CV)	0.63512037
Kurtosis	-0.9453609
Mean	34607.9
Median Absolute Deviation (MAD)	17800.5
Skewness	0.19629436
Sum	692158
Variance	4.8312842 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
43677	1	< 0.1%
21555	1	< 0.1%
25766	1	< 0.1%
4542	1	< 0.1%
39276	1	< 0.1%
4437	1	< 0.1%
7229	1	< 0.1%
69746	1	< 0.1%
60460	1	< 0.1%
74412	1	< 0.1%
Other values (10)	10	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4437	1	< 0.1%
4542	1	< 0.1%
6042	1	< 0.1%
7229	1	< 0.1%
13240	1	< 0.1%
17946	1	< 0.1%
21555	1	< 0.1%
25766	1	< 0.1%
28811	1	< 0.1%
35826	1	< 0.1%

Value	Count	Frequency (%)
74412	1	< 0.1%
69746	1	< 0.1%
63016	1	< 0.1%
60460	1	< 0.1%
47063	1	< 0.1%
45837	1	< 0.1%
43677	1	< 0.1%
42905	1	< 0.1%
40372	1	< 0.1%
39276	1	< 0.1%

il_util
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	19
Distinct (%)	100.0%
Missing	49682
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	71.242105

Minimum	23.3
Maximum	108
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	23.3
5-th percentile	24.83
Q1	61.05
median	83.2
Q3	88.5
95-th percentile	104.22
Maximum	108
Range	84.7
Interquartile range (IQR)	27.45

Descriptive statistics

Standard deviation	26.706082
Coefficient of variation (CV)	0.37486373
Kurtosis	-0.53162772
Mean	71.242105
Median Absolute Deviation (MAD)	11.3
Skewness	-0.78732512
Sum	1353.6
Variance	713.2148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
108	1	< 0.1%
74.3	1	< 0.1%
83.2	1	< 0.1%
25	1	< 0.1%
85.7	1	< 0.1%
23.3	1	< 0.1%
89.2	1	< 0.1%
64.6	1	< 0.1%
103.8	1	< 0.1%
86.5	1	< 0.1%
Other values (9)	9	< 0.1%
(Missing)	49682	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.3	1	< 0.1%
25	1	< 0.1%
25.6	1	< 0.1%
33.1	1	< 0.1%
57.5	1	< 0.1%
64.6	1	< 0.1%
65.8	1	< 0.1%
71.9	1	< 0.1%
74.3	1	< 0.1%
83.2	1	< 0.1%

Value	Count	Frequency (%)
108	1	< 0.1%
103.8	1	< 0.1%
91.3	1	< 0.1%
89.2	1	< 0.1%
88.7	1	< 0.1%
88.3	1	< 0.1%
87.8	1	< 0.1%
86.5	1	< 0.1%
85.7	1	< 0.1%
83.2	1	< 0.1%

open_rv_12m
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	35.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.1

Minimum	0
Maximum	7
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	2
Q3	3.25
95-th percentile	5.1
Maximum	7
Range	7
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	1.9439515
Coefficient of variation (CV)	0.92569118
Kurtosis	0.46071075
Mean	2.1
Median Absolute Deviation (MAD)	1.5
Skewness	0.89509362
Sum	42
Variance	3.7789474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	5	< 0.1%
1	4	< 0.1%
2	4	< 0.1%
4	3	< 0.1%
3	2	< 0.1%
7	1	< 0.1%
5	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	4	< 0.1%
2	4	< 0.1%
3	2	< 0.1%
4	3	< 0.1%
5	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
5	1	< 0.1%
4	3	< 0.1%
3	2	< 0.1%
2	4	< 0.1%
1	4	< 0.1%
0	5	< 0.1%

open_rv_24m
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	45.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.75

Minimum	0
Maximum	11
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3.5
Q3	4.5
95-th percentile	9.1
Maximum	11
Range	11
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	3.0065717
Coefficient of variation (CV)	0.80175247
Kurtosis	0.46973624
Mean	3.75
Median Absolute Deviation (MAD)	2.5
Skewness	0.92551584
Sum	75
Variance	9.0394737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	5	< 0.1%
1	4	< 0.1%
3	3	< 0.1%
6	2	< 0.1%
0	2	< 0.1%
2	1	< 0.1%
8	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	4	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	5	< 0.1%
6	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
6	2	< 0.1%
4	5	< 0.1%
3	3	< 0.1%
2	1	< 0.1%
1	4	< 0.1%
0	2	< 0.1%

max_bal_bc
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	100.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	6087.85

Minimum	0
Maximum	22279
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	564.3
Q1	2813.75
median	5446.5
Q3	7653
95-th percentile	14206.85
Maximum	22279
Range	22279
Interquartile range (IQR)	4839.25

Descriptive statistics

Standard deviation	5070.4914
Coefficient of variation (CV)	0.83288705
Kurtosis	4.7436206
Mean	6087.85
Median Absolute Deviation (MAD)	2520.5
Skewness	1.8253223
Sum	121757
Variance	25709883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
7570	1	< 0.1%
13782	1	< 0.1%
594	1	< 0.1%
7563	1	< 0.1%
5844	1	< 0.1%
3094	1	< 0.1%
3998	1	< 0.1%
5836	1	< 0.1%
2861	1	< 0.1%
1958	1	< 0.1%
Other values (10)	10	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
594	1	< 0.1%
1326	1	< 0.1%
1958	1	< 0.1%
2672	1	< 0.1%
2861	1	< 0.1%
3094	1	< 0.1%
3998	1	< 0.1%
5001	1	< 0.1%
5057	1	< 0.1%

Value	Count	Frequency (%)
22279	1	< 0.1%
13782	1	< 0.1%
9051	1	< 0.1%
8332	1	< 0.1%
7902	1	< 0.1%
7570	1	< 0.1%
7563	1	< 0.1%
7037	1	< 0.1%
5844	1	< 0.1%
5836	1	< 0.1%

all_util
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	100.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	57.8

Minimum	8.7
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	8.7
5-th percentile	26.085
Q1	41.6
median	61.1
Q3	77
95-th percentile	83.395
Maximum	89
Range	80.3
Interquartile range (IQR)	35.4

Descriptive statistics

Standard deviation	22.007224
Coefficient of variation (CV)	0.38074781
Kurtosis	-0.4426698
Mean	57.8
Median Absolute Deviation (MAD)	17.45
Skewness	-0.56423658
Sum	1156
Variance	484.31789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
79.5	1	< 0.1%
45.6	1	< 0.1%
42.1	1	< 0.1%
27	1	< 0.1%
83.1	1	< 0.1%
50	1	< 0.1%
57.4	1	< 0.1%
70.4	1	< 0.1%
77.6	1	< 0.1%
72.6	1	< 0.1%
Other values (10)	10	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.7	1	< 0.1%
27	1	< 0.1%
27.6	1	< 0.1%
40	1	< 0.1%
40.1	1	< 0.1%
42.1	1	< 0.1%
45.6	1	< 0.1%
50	1	< 0.1%
57.4	1	< 0.1%
58.3	1	< 0.1%

Value	Count	Frequency (%)
89	1	< 0.1%
83.1	1	< 0.1%
80.9	1	< 0.1%
79.5	1	< 0.1%
77.6	1	< 0.1%
76.8	1	< 0.1%
72.6	1	< 0.1%
70.4	1	< 0.1%
65.4	1	< 0.1%
63.9	1	< 0.1%

total_rev_hi_lim
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3089
Distinct (%)	8.3%
Missing	12670
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	29167.814

Minimum	0
Maximum	677800
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6000
Q1	13200
median	22000
Q3	36100
95-th percentile	74009
Maximum	677800
Range	677800
Interquartile range (IQR)	22900

Descriptive statistics

Standard deviation	27695.066
Coefficient of variation (CV)	0.94950779
Kurtosis	54.47953
Mean	29167.814
Median Absolute Deviation (MAD)	10400
Skewness	4.9692019
Sum	1.0801133 × 10⁹
Variance	7.670167 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15000	143	0.3%
11000	139	0.3%
8000	138	0.3%
13000	136	0.3%
13300	135	0.3%
11800	134	0.3%
14000	131	0.3%
11600	129	0.3%
13500	128	0.3%
12200	127	0.3%
Other values (3079)	35691	71.8%
(Missing)	12670	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	< 0.1%
300	3	< 0.1%
400	2	< 0.1%
500	7	< 0.1%
600	2	< 0.1%
629	1	< 0.1%
700	3	< 0.1%
800	11	< 0.1%
900	4	< 0.1%
1000	13	< 0.1%

Value	Count	Frequency (%)
677800	1	< 0.1%
645800	1	< 0.1%
589300	1	< 0.1%
544100	1	< 0.1%
494650	1	< 0.1%
484600	1	< 0.1%
464100	1	< 0.1%
440300	1	< 0.1%
421500	1	< 0.1%
416000	1	< 0.1%

inq_fi
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	30.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.35

Minimum	0
Maximum	7
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4.15
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7252002
Coefficient of variation (CV)	1.2779261
Kurtosis	5.4283899
Mean	1.35
Median Absolute Deviation (MAD)	1
Skewness	2.1270655
Sum	27
Variance	2.9763158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7	< 0.1%
1	7	< 0.1%
2	3	< 0.1%
3	1	< 0.1%
7	1	< 0.1%
4	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
1	7	< 0.1%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
2	3	< 0.1%
1	7	< 0.1%
0	7	< 0.1%

total_cu_tl
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	45.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.35

Minimum	0
Maximum	17
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3.25
95-th percentile	15.1
Maximum	17
Range	17
Interquartile range (IQR)	3.25

Descriptive statistics

Standard deviation	5.3140826
Coefficient of variation (CV)	1.5862933
Kurtosis	2.1668746
Mean	3.35
Median Absolute Deviation (MAD)	1
Skewness	1.8263843
Sum	67
Variance	28.239474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	8	< 0.1%
1	4	< 0.1%
3	2	< 0.1%
2	1	< 0.1%
13	1	< 0.1%
6	1	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
4	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
1	4	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
15	1	< 0.1%
13	1	< 0.1%
6	1	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	1	< 0.1%
1	4	< 0.1%
0	8	< 0.1%

inq_last_12m
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	35.0%
Missing	49681
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.5

Minimum	-4
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	388.4 KiB

Quantile statistics

Minimum	-4
5-th percentile	-4
Q1	1
median	2
Q3	3.75
95-th percentile	7.15
Maximum	10
Range	14
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	3.47169
Coefficient of variation (CV)	1.388676
Kurtosis	0.51134291
Mean	2.5
Median Absolute Deviation (MAD)	1
Skewness	0.23479581
Sum	50
Variance	12.052632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	6	< 0.1%
2	6	< 0.1%
7	3	< 0.1%
-4	2	< 0.1%
6	1	< 0.1%
10	1	< 0.1%
3	1	< 0.1%
(Missing)	49681	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4	2	< 0.1%
1	6	< 0.1%
2	6	< 0.1%
3	1	< 0.1%
6	1	< 0.1%
7	3	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
7	3	< 0.1%
6	1	< 0.1%
3	1	< 0.1%
2	6	< 0.1%
1	6	< 0.1%
-4	2	< 0.1%

tot_coll_amt
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1709
Distinct (%)	4.6%
Missing	12670
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	163.31093

Minimum	0
Maximum	64250
Zeros	32683
Zeros (%)	65.8%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	442.5
Maximum	64250
Range	64250
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1360.2336
Coefficient of variation (CV)	8.3291034
Kurtosis	542.51046
Mean	163.31093
Median Absolute Deviation (MAD)	0
Skewness	19.391047
Sum	6047567
Variance	1850235.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32683	65.8%
50	58	0.1%
100	58	0.1%
75	54	0.1%
200	31	0.1%
90	26	0.1%
70	25	0.1%
58	25	0.1%
55	24	< 0.1%
150	22	< 0.1%
Other values (1699)	4025	8.1%
(Missing)	12670	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32683	65.8%
9	1	< 0.1%
15	1	< 0.1%
20	1	< 0.1%
25	2	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
29	2	< 0.1%
30	3	< 0.1%
32	1	< 0.1%

Value	Count	Frequency (%)
64250	1	< 0.1%
60531	1	< 0.1%
55513	1	< 0.1%
41388	1	< 0.1%
37792	1	< 0.1%
36052	1	< 0.1%
35956	1	< 0.1%
34644	1	< 0.1%
33778	1	< 0.1%
31932	1	< 0.1%

tot_cur_bal
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34197
Distinct (%)	92.3%
Missing	12670
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	144618.95

Minimum	0
Maximum	2629423
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	0
5-th percentile	8750.5
Q1	28354
median	78252
Q3	220666.5
95-th percentile	445715.5
Maximum	2629423
Range	2629423
Interquartile range (IQR)	192312.5

Descriptive statistics

Standard deviation	158922.52
Coefficient of variation (CV)	1.0989052
Kurtosis	9.8721024
Mean	144618.95
Median Absolute Deviation (MAD)	63320
Skewness	2.180491
Sum	5.3553843 × 10⁹
Variance	2.5256366 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	< 0.1%
30302	4	< 0.1%
13530	4	< 0.1%
28409	4	< 0.1%
22819	4	< 0.1%
15137	4	< 0.1%
30491	4	< 0.1%
26579	4	< 0.1%
19558	4	< 0.1%
9558	4	< 0.1%
Other values (34187)	36987	74.4%
(Missing)	12670	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
2	1	< 0.1%
11	1	< 0.1%
20	1	< 0.1%
51	1	< 0.1%
57	1	< 0.1%
75	2	< 0.1%
79	1	< 0.1%
110	1	< 0.1%
143	1	< 0.1%

Value	Count	Frequency (%)
2629423	1	< 0.1%
2547166	1	< 0.1%
1787296	1	< 0.1%
1785763	1	< 0.1%
1769229	1	< 0.1%
1720332	1	< 0.1%
1602181	1	< 0.1%
1578733	1	< 0.1%
1567380	1	< 0.1%
1563515	1	< 0.1%

lat
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.27568

Minimum	17.709936
Maximum	18.49551
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	17.709936
5-th percentile	17.747872
Q1	18.158345
median	18.3454
Q3	18.414292
95-th percentile	18.452553
Maximum	18.49551
Range	0.785574
Interquartile range (IQR)	0.255947

Descriptive statistics

Standard deviation	0.19375729
Coefficient of variation (CV)	0.01060192
Kurtosis	1.6154375
Mean	18.27568
Median Absolute Deviation (MAD)	0.08213
Skewness	-1.4989996
Sum	908319.56
Variance	0.037541887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.158345	2498	5.0%
18.420674	2110	4.2%
18.392282	1987	4.0%
18.3454	1896	3.8%
18.450002	1698	3.4%
18.400296	1596	3.2%
18.321137	1473	3.0%
18.414292	1390	2.8%
18.42753	1307	2.6%
18.340862	1268	2.6%
Other values (120)	32478	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.709936	1228	2.5%
17.723541	18	< 0.1%
17.732228	372	0.7%
17.743072	138	0.3%
17.744557	50	0.1%
17.747872	1094	2.2%
17.768133	492	1.0%
17.963613	59	0.1%
17.96577	300	0.6%
17.985033	57	0.1%

Value	Count	Frequency (%)
18.49551	2	< 0.1%
18.46832	422	0.8%
18.46446	825	1.7%
18.459699	976	2.0%
18.455183	58	0.1%
18.452553	806	1.6%
18.451159	210	0.4%
18.450002	1698	3.4%
18.448452	144	0.3%
18.445328	260	0.5%

lng
Real number (ℝ)

HIGH CORRELATION

Distinct	130
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-66.071101

Minimum	-67.227022
Maximum	-64.682933
Zeros	0
Zeros (%)	0.0%
Negative	49701
Negative (%)	100.0%
Memory size	388.4 KiB

Quantile statistics

Minimum	-67.227022
5-th percentile	-66.932911
Q1	-66.252183
median	-66.088042
Q3	-66.038888
95-th percentile	-64.880695
Maximum	-64.682933
Range	2.544089
Interquartile range (IQR)	0.213295

Descriptive statistics

Standard deviation	0.5549347
Coefficient of variation (CV)	-0.0083990532
Kurtosis	0.64683447
Mean	-66.071101
Median Absolute Deviation (MAD)	0.141865
Skewness	0.69316908
Sum	-3283799.8
Variance	0.30795252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-66.932911	2498	5.0%
-66.050105	2110	4.2%
-66.088555	1987	4.0%
-66.051545	1896	3.8%
-66.042656	1698	3.4%
-66.050602	1596	3.2%
-66.170419	1473	3.0%
-66.088042	1390	2.8%
-66.253789	1307	2.6%
-64.923479	1268	2.6%
Other values (120)	32478	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-67.227022	19	< 0.1%
-67.175597	63	0.1%
-67.153993	292	0.6%
-67.153897	36	0.1%
-67.132502	9	< 0.1%
-67.125135	164	0.3%
-67.119887	58	0.1%
-67.116199	401	0.8%
-67.098671	2	< 0.1%
-67.079574	25	0.1%

Value	Count	Frequency (%)
-64.682933	50	0.1%
-64.68657	138	0.3%
-64.736533	23	< 0.1%
-64.745932	18	< 0.1%
-64.750099	1228	2.5%
-64.77076	372	0.7%
-64.78672	17	< 0.1%
-64.807852	492	1.0%
-64.880695	1094	2.2%
-64.923479	1268	2.6%

age_of_credit
Real number (ℝ)

HIGH CORRELATION

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.292328

Minimum	0
Maximum	66
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	194.3 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	11
median	14
Q3	19
95-th percentile	29
Maximum	66
Range	66
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.1153725
Coefficient of variation (CV)	0.46529034
Kurtosis	2.0635803
Mean	15.292328
Median Absolute Deviation (MAD)	4
Skewness	1.1580392
Sum	760044
Variance	50.628526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	3774	7.6%
12	3763	7.6%
11	3540	7.1%
14	3520	7.1%
15	2999	6.0%
10	2852	5.7%
16	2611	5.3%
17	2307	4.6%
9	2234	4.5%
18	2079	4.2%
Other values (53)	20022	40.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	5	< 0.1%
2	17	< 0.1%
3	235	0.5%
4	666	1.3%
5	1055	2.1%
6	1390	2.8%
7	1786	3.6%
8	1958	3.9%
9	2234	4.5%

Value	Count	Frequency (%)
66	1	< 0.1%
61	1	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
58	2	< 0.1%
57	1	< 0.1%
56	1	< 0.1%
55	3	< 0.1%
54	4	< 0.1%
53	5	< 0.1%

Auto

Heatmap
Table

	addr_state	age_of_credit	all_util	annual_inc	collections_12_mths_ex_med	delinq_2yrs	dti	emp_length	grade	home_ownership	il_util	initial_list_status	inq_fi	inq_last_12m	inq_last_6mths	last_pymnt_amnt	lat	lng	loan_amnt	loan_status	max_bal_bc	mths_since_last_delinq	mths_since_last_major_derog	mths_since_last_record	mths_since_rcnt_il	open_acc	open_acc_6m	open_il_12m	open_il_24m	open_il_6m	open_rv_12m	open_rv_24m	pub_rec	purpose	revol_bal	revol_util	sub_grade	term	tot_coll_amt	tot_cur_bal	total_acc	total_bal_il	total_cu_tl	total_rev_hi_lim	verification_status	zip_code
addr_state	1.000	0.018	0.337	0.000	0.022	0.000	0.044	0.027	0.026	0.117	0.401	0.030	0.000	0.167	0.028	0.023	0.585	0.644	0.021	0.039	0.000	0.010	0.005	0.061	0.085	0.025	0.000	0.000	0.000	0.506	0.000	0.000	0.000	0.020	0.000	0.016	0.027	0.035	0.000	0.056	0.038	0.000	0.284	0.000	0.023	0.759
age_of_credit	0.018	1.000	0.344	0.293	0.005	0.112	0.041	0.099	0.036	0.104	0.379	0.075	0.275	0.156	0.003	0.155	-0.029	0.011	0.200	0.043	0.146	-0.046	-0.032	-0.113	0.232	0.182	0.425	0.582	0.414	-0.388	0.146	0.368	0.119	0.036	0.271	0.005	0.031	0.077	0.024	0.210	0.395	0.133	0.193	0.275	0.086	-0.018
all_util	0.337	0.344	1.000	-0.332	1.000	-0.002	0.502	0.283	0.000	0.000	0.677	0.248	0.290	0.026	-0.124	-0.214	0.097	-0.114	-0.231	1.000	0.395	-0.164	-0.500	1.000	-0.273	0.111	0.000	0.000	0.000	0.387	-0.350	-0.106	0.173	0.357	0.453	0.710	0.135	0.000	-0.438	-0.116	-0.151	0.468	0.073	-0.251	0.103	-0.072
annual_inc	0.000	0.293	-0.332	1.000	0.000	0.093	-0.195	0.009	0.008	0.012	-0.547	0.000	-0.042	0.210	0.070	0.322	0.043	0.017	0.475	0.007	0.262	-0.085	-0.108	-0.016	0.184	0.252	1.000	1.000	1.000	-0.247	0.110	0.018	-0.021	0.010	0.373	0.044	0.007	0.001	-0.014	0.520	0.368	0.023	-0.048	0.377	0.009	0.031
collections_12_mths_ex_med	0.022	0.005	1.000	0.000	1.000	0.027	0.005	0.000	0.015	0.000	1.000	0.028	1.000	1.000	0.000	0.011	0.002	0.005	0.010	0.000	1.000	0.020	0.068	0.000	1.000	0.010	1.000	1.000	1.000	1.000	1.000	1.000	0.005	0.000	0.000	0.010	0.016	0.010	0.136	0.000	0.010	1.000	1.000	0.000	0.023	0.000
delinq_2yrs	0.000	0.112	-0.002	0.093	0.027	1.000	-0.005	0.012	0.033	0.010	0.305	0.026	-0.152	-0.179	0.025	0.026	0.004	0.005	0.014	0.015	0.048	-0.801	-0.553	-0.015	0.348	0.065	0.000	0.000	0.000	0.017	0.227	0.318	-0.031	0.010	-0.048	-0.020	0.037	0.005	0.035	0.084	0.137	-0.081	-0.327	-0.049	0.011	0.003
dti	0.044	0.041	0.502	-0.195	0.005	-0.005	1.000	0.018	0.073	0.018	0.379	0.062	0.280	0.125	0.002	0.009	-0.069	0.015	0.058	0.114	0.128	0.003	0.027	0.064	-0.023	0.326	0.440	0.671	0.464	0.434	0.075	0.199	-0.042	0.071	0.263	0.209	0.063	0.068	-0.024	0.090	0.228	0.528	0.449	0.115	0.111	-0.063
emp_length	0.027	0.099	0.283	0.009	0.000	0.012	0.018	1.000	0.007	0.099	0.000	0.050	0.000	0.000	0.010	0.039	0.019	0.025	0.046	0.020	0.000	0.025	0.027	0.046	0.000	0.027	0.231	0.000	0.000	0.373	0.417	0.000	0.004	0.027	0.011	0.007	0.010	0.073	0.000	0.035	0.060	0.000	0.000	0.018	0.072	0.046
grade	0.026	0.036	0.000	0.008	0.015	0.033	0.073	0.007	1.000	0.048	0.000	0.041	0.000	0.189	0.081	0.092	0.009	0.009	0.107	0.227	0.000	0.022	0.024	0.074	0.298	0.028	0.000	0.506	0.000	0.000	0.279	0.000	0.016	0.082	0.014	0.121	1.000	0.482	0.015	0.050	0.028	0.172	0.323	0.071	0.150	0.021
home_ownership	0.117	0.104	0.000	0.012	0.000	0.010	0.018	0.099	0.048	1.000	0.000	0.038	0.000	0.350	0.031	0.078	0.091	0.089	0.085	0.077	0.148	0.021	0.000	0.056	0.000	0.073	0.000	0.000	0.386	0.266	0.000	0.132	0.000	0.087	0.042	0.015	0.053	0.096	0.000	0.177	0.112	0.173	0.100	0.055	0.065	0.159
il_util	0.401	0.379	0.677	-0.547	1.000	0.305	0.379	0.000	0.000	0.000	1.000	0.000	0.207	0.030	-0.019	-0.046	-0.258	-0.079	-0.050	1.000	0.142	-0.564	-0.533	1.000	-0.209	0.412	0.276	0.000	0.000	0.215	0.118	0.351	0.282	0.000	0.135	0.133	0.213	0.000	-0.574	-0.044	0.175	0.377	0.099	0.007	0.298	-0.381
initial_list_status	0.030	0.075	0.248	0.000	0.028	0.026	0.062	0.050	0.041	0.038	0.000	1.000	0.000	0.000	0.030	0.194	0.017	0.022	0.080	0.018	0.000	0.011	0.025	0.162	0.000	0.076	0.000	0.000	0.566	0.000	0.326	0.000	0.029	0.093	0.007	0.023	0.055	0.087	0.010	0.020	0.076	0.184	0.447	0.035	0.078	0.038
inq_fi	0.000	0.275	0.290	-0.042	1.000	-0.152	0.280	0.000	0.000	0.000	0.207	0.000	1.000	0.477	0.154	-0.096	0.007	-0.307	-0.113	1.000	-0.370	-0.073	-0.381	1.000	-0.305	-0.105	0.517	0.500	0.391	0.041	0.022	0.175	-0.182	0.000	-0.263	0.222	0.000	0.000	-0.157	0.005	-0.159	0.348	0.223	-0.570	0.000	-0.357
inq_last_12m	0.167	0.156	0.026	0.210	1.000	-0.179	0.125	0.000	0.189	0.350	0.030	0.000	0.477	1.000	0.694	0.095	0.055	-0.479	0.097	1.000	-0.094	0.353	0.113	1.000	0.101	0.227	0.000	0.000	0.000	-0.149	0.459	0.516	0.253	0.000	-0.262	0.106	0.000	0.692	-0.031	0.005	0.210	0.058	0.063	-0.469	0.000	0.152
inq_last_6mths	0.028	0.003	-0.124	0.070	0.000	0.025	0.002	0.010	0.081	0.031	-0.019	0.030	0.154	0.694	1.000	-0.020	-0.052	-0.042	-0.012	0.054	-0.301	-0.002	-0.002	-0.120	0.041	0.112	0.241	0.686	0.000	0.134	0.493	0.466	0.047	0.056	-0.045	-0.088	0.090	0.028	0.023	0.067	0.136	0.090	0.405	0.010	0.048	-0.075
last_pymnt_amnt	0.023	0.155	-0.214	0.322	0.011	0.026	0.009	0.039	0.092	0.078	-0.046	0.194	-0.096	0.095	-0.020	1.000	-0.004	0.031	0.502	0.483	0.197	-0.004	-0.009	0.005	-0.014	0.154	0.000	0.000	0.195	-0.030	0.174	0.087	0.029	0.058	0.210	-0.016	0.079	0.388	-0.011	0.251	0.206	0.038	0.132	0.255	0.180	0.010
lat	0.585	-0.029	0.097	0.043	0.002	0.004	-0.069	0.019	0.009	0.091	-0.258	0.017	0.007	0.055	-0.052	-0.004	1.000	0.044	0.011	0.016	0.109	-0.008	-0.026	-0.052	0.388	-0.040	0.172	0.447	0.307	-0.023	-0.247	-0.102	-0.010	0.020	0.001	0.008	0.013	0.014	-0.063	-0.062	-0.084	0.033	-0.056	0.000	0.021	0.547
lng	0.644	0.011	-0.114	0.017	0.005	0.005	0.015	0.025	0.009	0.089	-0.079	0.022	-0.307	-0.479	-0.042	0.031	0.044	1.000	0.012	0.028	0.243	-0.007	-0.031	0.012	0.012	0.001	0.188	0.259	0.364	0.316	-0.141	-0.156	0.016	0.020	0.001	0.016	0.010	0.024	0.004	0.046	0.006	0.313	0.138	-0.018	0.022	0.285
loan_amnt	0.021	0.200	-0.231	0.475	0.010	0.014	0.058	0.046	0.107	0.085	-0.050	0.080	-0.113	0.097	-0.012	0.502	0.011	0.012	1.000	0.051	0.191	-0.035	-0.064	0.095	0.001	0.222	0.000	0.000	0.130	-0.022	0.191	0.096	-0.080	0.106	0.456	0.097	0.095	0.413	-0.062	0.324	0.245	0.041	0.137	0.437	0.265	0.004
loan_status	0.039	0.043	1.000	0.007	0.000	0.015	0.114	0.020	0.227	0.077	1.000	0.018	1.000	1.000	0.054	0.483	0.016	0.028	0.051	1.000	1.000	0.021	0.012	0.115	1.000	0.013	1.000	1.000	1.000	1.000	1.000	1.000	0.004	0.065	0.007	0.046	0.232	0.133	0.008	0.082	0.041	1.000	1.000	0.043	0.060	0.053
max_bal_bc	0.000	0.146	0.395	0.262	1.000	0.048	0.128	0.000	0.000	0.148	0.142	0.000	-0.370	-0.094	-0.301	0.197	0.109	0.243	0.191	1.000	1.000	-0.091	0.167	-1.000	0.327	0.090	0.000	0.000	0.000	-0.093	-0.300	-0.184	0.173	0.000	0.818	0.498	0.093	0.000	0.077	0.027	0.072	0.045	-0.178	0.436	0.000	0.321
mths_since_last_delinq	0.010	-0.046	-0.164	-0.085	0.020	-0.801	0.003	0.025	0.022	0.021	-0.564	0.011	-0.073	0.353	-0.002	-0.004	-0.008	-0.007	-0.035	0.021	-0.091	1.000	0.733	-0.002	-0.032	-0.044	0.000	0.000	0.000	-0.226	0.089	-0.059	0.112	0.005	-0.018	0.018	0.010	0.000	0.054	-0.112	-0.060	-0.164	0.467	-0.043	0.000	-0.002
mths_since_last_major_derog	0.005	-0.032	-0.500	-0.108	0.068	-0.553	0.027	0.027	0.024	0.000	-0.533	0.025	-0.381	0.113	-0.002	-0.009	-0.026	-0.031	-0.064	0.012	0.167	0.733	1.000	0.085	0.059	0.005	0.000	0.000	0.000	-0.147	0.051	-0.251	0.155	0.000	-0.045	-0.032	0.000	0.000	0.091	-0.094	-0.074	-0.200	0.261	-0.037	0.024	-0.053
mths_since_last_record	0.061	-0.113	1.000	-0.016	0.000	-0.015	0.064	0.046	0.074	0.056	1.000	0.162	1.000	1.000	-0.120	0.005	-0.052	0.012	0.095	0.115	-1.000	-0.002	0.085	1.000	NaN	0.014	1.000	1.000	1.000	1.000	1.000	1.000	-0.093	0.048	0.216	0.150	0.076	0.095	-0.062	0.105	-0.273	1.000	1.000	0.145	0.222	-0.075
mths_since_rcnt_il	0.085	0.232	-0.273	0.184	1.000	0.348	-0.023	0.000	0.298	0.000	-0.209	0.000	-0.305	0.101	0.041	-0.014	0.388	0.012	0.001	1.000	0.327	-0.032	0.059	NaN	1.000	0.367	0.000	0.000	0.278	-0.397	0.241	0.333	-0.116	0.373	0.461	0.105	0.000	0.000	0.170	0.232	0.367	-0.078	-0.101	0.376	0.000	0.342
open_acc	0.025	0.182	0.111	0.252	0.010	0.065	0.326	0.027	0.028	0.073	0.412	0.076	-0.105	0.227	0.112	0.154	-0.040	0.001	0.222	0.013	0.090	-0.044	0.005	0.014	0.367	1.000	0.144	0.270	0.000	0.189	0.548	0.682	-0.010	0.050	0.364	-0.115	0.034	0.069	0.034	0.325	0.661	0.227	0.182	0.471	0.063	-0.067
open_acc_6m	0.000	0.425	0.000	1.000	1.000	0.000	0.440	0.231	0.000	0.000	0.276	0.000	0.517	0.000	0.241	0.000	0.172	0.188	0.000	1.000	0.000	0.000	0.000	1.000	0.000	0.144	1.000	0.517	0.372	0.146	0.465	0.413	1.000	0.000	1.000	0.000	0.238	0.000	1.000	0.000	0.000	0.160	0.396	0.084	0.370	0.000
open_il_12m	0.000	0.582	0.000	1.000	1.000	0.000	0.671	0.000	0.506	0.000	0.000	0.000	0.500	0.000	0.686	0.000	0.447	0.259	0.000	1.000	0.000	0.000	0.000	1.000	0.000	0.270	0.517	1.000	0.580	0.000	0.624	0.461	1.000	0.000	1.000	0.000	0.154	0.000	1.000	0.000	0.226	0.302	0.702	0.096	0.000	0.000
open_il_24m	0.000	0.414	0.000	1.000	1.000	0.000	0.464	0.000	0.000	0.386	0.000	0.566	0.391	0.000	0.000	0.195	0.307	0.364	0.130	1.000	0.000	0.000	0.000	1.000	0.278	0.000	0.372	0.580	1.000	0.000	0.332	0.380	1.000	0.221	1.000	0.000	0.000	0.074	1.000	0.000	0.000	0.000	0.540	0.000	0.000	0.277
open_il_6m	0.506	-0.388	0.387	-0.247	1.000	0.017	0.434	0.373	0.000	0.266	0.215	0.000	0.041	-0.149	0.134	-0.030	-0.023	0.316	-0.022	1.000	-0.093	-0.226	-0.147	1.000	-0.397	0.189	0.146	0.000	0.000	1.000	-0.130	-0.216	-0.089	0.000	-0.081	-0.036	0.333	0.882	-0.374	-0.084	-0.032	0.642	0.128	-0.026	0.000	-0.210
open_rv_12m	0.000	0.146	-0.350	0.110	1.000	0.227	0.075	0.417	0.279	0.000	0.118	0.326	0.022	0.459	0.493	0.174	-0.247	-0.141	0.191	1.000	-0.300	0.089	0.051	1.000	0.241	0.548	0.465	0.624	0.332	-0.130	1.000	0.894	0.029	0.000	-0.350	-0.437	0.000	0.000	-0.075	-0.121	0.467	-0.028	-0.018	-0.110	0.000	-0.177
open_rv_24m	0.000	0.368	-0.106	0.018	1.000	0.318	0.199	0.000	0.000	0.132	0.351	0.000	0.175	0.516	0.466	0.087	-0.102	-0.156	0.096	1.000	-0.184	-0.059	-0.251	1.000	0.333	0.682	0.413	0.461	0.380	-0.216	0.894	1.000	0.029	0.000	-0.155	-0.215	0.000	0.000	-0.286	0.088	0.541	0.069	0.054	-0.133	0.000	-0.125
pub_rec	0.000	0.119	0.173	-0.021	0.005	-0.031	-0.042	0.004	0.016	0.000	0.282	0.029	-0.182	0.253	0.047	0.029	-0.010	0.016	-0.080	0.004	0.173	0.112	0.155	-0.093	-0.116	-0.010	1.000	1.000	1.000	-0.089	0.029	0.029	1.000	0.000	-0.186	-0.077	0.012	0.000	0.088	-0.108	0.050	-0.173	0.015	-0.205	0.035	0.016
purpose	0.020	0.036	0.357	0.010	0.000	0.010	0.071	0.027	0.082	0.087	0.000	0.093	0.000	0.000	0.056	0.058	0.020	0.020	0.106	0.065	0.000	0.005	0.000	0.048	0.373	0.050	0.000	0.000	0.221	0.000	0.000	0.000	0.000	1.000	0.020	0.029	0.060	0.084	0.000	0.040	0.042	0.000	0.000	0.027	0.070	0.029
revol_bal	0.000	0.271	0.453	0.373	0.000	-0.048	0.263	0.011	0.014	0.042	0.135	0.007	-0.263	-0.262	-0.045	0.210	0.001	0.001	0.456	0.007	0.818	-0.018	-0.045	0.216	0.461	0.364	1.000	1.000	1.000	-0.081	-0.350	-0.155	-0.186	0.020	1.000	0.423	0.018	0.018	-0.142	0.376	0.294	0.171	-0.118	0.763	0.035	-0.017
revol_util	0.016	0.005	0.710	0.044	0.010	-0.020	0.209	0.007	0.121	0.015	0.133	0.023	0.222	0.106	-0.088	-0.016	0.008	0.016	0.097	0.046	0.498	0.018	-0.032	0.150	0.105	-0.115	0.000	0.000	0.000	-0.036	-0.437	-0.215	-0.077	0.029	0.423	1.000	0.122	0.016	-0.103	0.086	-0.093	0.161	-0.122	-0.172	0.028	0.025
sub_grade	0.027	0.031	0.135	0.007	0.016	0.037	0.063	0.010	1.000	0.053	0.213	0.055	0.000	0.000	0.090	0.079	0.013	0.010	0.095	0.232	0.093	0.010	0.000	0.076	0.000	0.034	0.238	0.154	0.000	0.333	0.000	0.000	0.012	0.060	0.018	0.122	1.000	0.496	0.021	0.051	0.027	0.383	0.380	0.066	0.158	0.012
term	0.035	0.077	0.000	0.001	0.010	0.005	0.068	0.073	0.482	0.096	0.000	0.087	0.000	0.692	0.028	0.388	0.014	0.024	0.413	0.133	0.000	0.000	0.000	0.095	0.000	0.069	0.000	0.000	0.074	0.882	0.000	0.000	0.000	0.084	0.018	0.016	0.496	1.000	0.011	0.096	0.093	0.000	0.000	0.035	0.274	0.054
tot_coll_amt	0.000	0.024	-0.438	-0.014	0.136	0.035	-0.024	0.000	0.015	0.000	-0.574	0.010	-0.157	-0.031	0.023	-0.011	-0.063	0.004	-0.062	0.008	0.077	0.054	0.091	-0.062	0.170	0.034	1.000	1.000	1.000	-0.374	-0.075	-0.286	0.088	0.000	-0.142	-0.103	0.021	0.011	1.000	-0.023	0.041	-0.469	-0.063	-0.107	0.000	-0.062
tot_cur_bal	0.056	0.210	-0.116	0.520	0.000	0.084	0.090	0.035	0.050	0.177	-0.044	0.020	0.005	0.005	0.067	0.251	-0.062	0.046	0.324	0.082	0.027	-0.112	-0.094	0.105	0.232	0.325	0.000	0.000	0.000	-0.084	-0.121	0.088	-0.108	0.040	0.376	0.086	0.051	0.096	-0.023	1.000	0.384	0.202	0.199	0.355	0.083	-0.028
total_acc	0.038	0.395	-0.151	0.368	0.010	0.137	0.228	0.060	0.028	0.112	0.175	0.076	-0.159	0.210	0.136	0.206	-0.084	0.006	0.245	0.041	0.072	-0.060	-0.074	-0.273	0.367	0.661	0.000	0.226	0.000	-0.032	0.467	0.541	0.050	0.042	0.294	-0.093	0.027	0.093	0.041	0.384	1.000	0.081	0.328	0.356	0.088	-0.086
total_bal_il	0.000	0.133	0.468	0.023	1.000	-0.081	0.528	0.000	0.172	0.173	0.377	0.184	0.348	0.058	0.090	0.038	0.033	0.313	0.041	1.000	0.045	-0.164	-0.200	1.000	-0.078	0.227	0.160	0.302	0.000	0.642	-0.028	0.069	-0.173	0.000	0.171	0.161	0.383	0.000	-0.469	0.202	0.081	1.000	0.392	0.185	0.159	-0.318
total_cu_tl	0.284	0.193	0.073	-0.048	1.000	-0.327	0.449	0.000	0.323	0.100	0.099	0.447	0.223	0.063	0.405	0.132	-0.056	0.138	0.137	1.000	-0.178	0.467	0.261	1.000	-0.101	0.182	0.396	0.702	0.540	0.128	-0.018	0.054	0.015	0.000	-0.118	-0.122	0.380	0.000	-0.063	0.199	0.328	0.392	1.000	-0.027	0.448	-0.389
total_rev_hi_lim	0.000	0.275	-0.251	0.377	0.000	-0.049	0.115	0.018	0.071	0.055	0.007	0.035	-0.570	-0.469	0.010	0.255	0.000	-0.018	0.437	0.043	0.436	-0.043	-0.037	0.145	0.376	0.471	0.084	0.096	0.000	-0.026	-0.110	-0.133	-0.205	0.027	0.763	-0.172	0.066	0.035	-0.107	0.355	0.356	0.185	-0.027	1.000	0.050	-0.038
verification_status	0.023	0.086	0.103	0.009	0.023	0.011	0.111	0.072	0.150	0.065	0.298	0.078	0.000	0.000	0.048	0.180	0.021	0.022	0.265	0.060	0.000	0.000	0.024	0.222	0.000	0.063	0.370	0.000	0.000	0.000	0.000	0.000	0.035	0.070	0.035	0.028	0.158	0.274	0.000	0.083	0.088	0.159	0.448	0.050	1.000	0.048
zip_code	0.759	-0.018	-0.072	0.031	0.000	0.003	-0.063	0.046	0.021	0.159	-0.381	0.038	-0.357	0.152	-0.075	0.010	0.547	0.285	0.004	0.053	0.321	-0.002	-0.053	-0.075	0.342	-0.067	0.000	0.000	0.277	-0.210	-0.177	-0.125	0.016	0.029	-0.017	0.025	0.012	0.054	-0.062	-0.028	-0.086	-0.318	-0.389	-0.038	0.048	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	loan_amnt	term	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	zip_code	addr_state	inq_last_6mths	last_pymnt_amnt	mths_since_last_delinq	mths_since_last_major_derog	mths_since_last_record	open_acc_6m	open_il_6m	open_il_12m	open_il_24m	mths_since_rcnt_il	total_bal_il	il_util	open_rv_12m	open_rv_24m	max_bal_bc	all_util	total_rev_hi_lim	inq_fi	total_cu_tl	inq_last_12m	tot_coll_amt	tot_cur_bal	lat	lng	age_of_credit
0	2400.0	36 months	C	C5	NaN	10+ years	RENT	12252.00	Not Verified	2011-12-01	non defaulter	small_business	real estate business	8.72	2001-11-01	2.0	2956.0	98.5	10.0	f	INDIVIDUAL	606	IL	2.0	649.91	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.158345	-66.932911	10
1	10000.0	36 months	C	C1	AIR RESOURCES BOARD	10+ years	RENT	49200.00	Source Verified	2011-12-01	non defaulter	other	personel	20.00	1996-02-01	10.0	5598.0	21.0	37.0	f	INDIVIDUAL	917	CA	1.0	357.48	35.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.420674	-66.050105	15
2	12000.0	36 months	B	B5	UCLA	10+ years	OWN	75000.00	Source Verified	2011-12-01	non defaulter	debt_consolidation	Consolidation	10.78	1989-10-01	12.0	23336.0	67.1	34.0	f	INDIVIDUAL	913	CA	0.0	6315.30	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.450002	-66.042656	22
3	3000.0	36 months	B	B1	Target	3 years	RENT	15000.00	Source Verified	2011-12-01	non defaulter	credit_card	citicard fund	12.56	2003-07-01	11.0	7323.0	43.1	11.0	f	INDIVIDUAL	606	IL	2.0	102.43	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.158345	-66.932911	8
4	10000.0	36 months	B	B2	SFMTA	3 years	RENT	100000.00	Source Verified	2011-12-01	defaulter	other	Other Loan	7.06	1991-05-01	14.0	11997.0	55.5	29.0	f	INDIVIDUAL	951	CA	2.0	325.74	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.427530	-66.253789	20
5	1000.0	36 months	D	D1	Internal revenue Service	< 1 year	RENT	28000.00	Not Verified	2011-12-01	non defaulter	debt_consolidation	Debt Consolidation Loan	20.31	2007-09-01	11.0	6524.0	81.5	23.0	f	INDIVIDUAL	641	MO	1.0	36.32	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.263085	-66.712985	4
6	10000.0	36 months	C	C4	Chin's Restaurant	4 years	RENT	42000.00	Not Verified	2011-12-01	non defaulter	home_improvement	Home	18.60	1998-10-01	14.0	24043.0	70.2	28.0	f	INDIVIDUAL	921	CA	2.0	370.46	61.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.392282	-66.088555	13
7	9200.0	36 months	A	A1	Network Interpreting Service	6 years	RENT	77385.19	Not Verified	2011-12-01	non defaulter	debt_consolidation	lowerratemeanseasiertogetoutofdebt!	9.86	2001-01-01	8.0	7314.0	23.1	28.0	f	INDIVIDUAL	921	CA	0.0	8061.10	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.392282	-66.088555	10
8	10000.0	36 months	B	B3	Wells Fargo Bank	5 years	RENT	50000.00	Not Verified	2011-12-01	non defaulter	debt_consolidation	Debt Consolidation	16.01	2003-04-01	6.0	17800.0	91.8	17.0	f	INDIVIDUAL	917	CA	0.0	4942.63	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.420674	-66.050105	8
9	7000.0	36 months	C	C5	GREG BARRETT DRYWALL	7 years	RENT	34000.00	Source Verified	2011-12-01	non defaulter	credit_card	Credit Card Loan	6.35	2007-10-01	6.0	6113.0	60.5	6.0	f	INDIVIDUAL	934	CA	1.0	260.74	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.411313	-66.124234	4

	loan_amnt	term	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	pub_rec	revol_bal	revol_util	total_acc	initial_list_status	application_type	zip_code	addr_state	delinq_2yrs	inq_last_6mths	last_pymnt_amnt	collections_12_mths_ex_med	mths_since_last_delinq	mths_since_last_major_derog	mths_since_last_record	open_acc_6m	open_il_6m	open_il_12m	open_il_24m	mths_since_rcnt_il	total_bal_il	il_util	open_rv_12m	open_rv_24m	max_bal_bc	all_util	total_rev_hi_lim	inq_fi	total_cu_tl	inq_last_12m	tot_coll_amt	tot_cur_bal	lat	lng	age_of_credit
49691	8000.0	36 months	C	C1	Repair Tech	< 1 year	RENT	39000.0	Verified	2015-01-01	non defaulter	other	Other	15.51	2005-10-01	13.0	0.0	7673.0	74.5	20.0	f	INDIVIDUAL	982	WA	0.0	1.0	6376.78	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10300.0	NaN	NaN	NaN	0.0	33175.0	18.411261	-65.992045	10
49692	5000.0	36 months	B	B3	Qc inspector	5 years	MORTGAGE	46000.0	Verified	2015-01-01	non defaulter	credit_card	Credit card refinancing	8.10	2007-02-01	11.0	0.0	106171.0	22.0	22.0	f	INDIVIDUAL	917	CA	0.0	0.0	4310.11	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	148400.0	NaN	NaN	NaN	2242.0	243255.0	18.420674	-66.050105	8
49693	2000.0	36 months	A	A5	medical biller	8 years	MORTGAGE	31000.0	Source Verified	2015-01-01	non defaulter	credit_card	Credit card refinancing	8.45	2004-11-01	13.0	0.0	4043.0	16.9	48.0	w	INDIVIDUAL	918	CA	0.0	1.0	1785.69	1.0	62.0	62.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	23900.0	NaN	NaN	NaN	4151.0	4043.0	18.421022	-66.065789	11
49694	35000.0	36 months	B	B1	Manager	1 year	OWN	185000.0	Verified	2015-01-01	defaulter	credit_card	Credit card refinancing	8.72	1995-01-01	10.0	5.0	6341.0	77.3	28.0	f	INDIVIDUAL	926	CA	0.0	0.0	1107.63	0.0	37.0	47.0	45.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	63200.0	NaN	NaN	NaN	1043.0	835947.0	18.345400	-66.051545	20
49695	26850.0	60 months	G	G2	Operations Admin	10+ years	MORTGAGE	82500.0	Verified	2015-01-01	non defaulter	debt_consolidation	Debt consolidation	20.33	2004-01-01	18.0	0.0	16963.0	47.3	25.0	f	INDIVIDUAL	907	CA	0.0	2.0	25224.42	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	35900.0	NaN	NaN	NaN	0.0	465998.0	18.452553	-66.077838	11
49696	15000.0	60 months	C	C1	Merchandiser	3 years	MORTGAGE	45000.0	Not Verified	2015-01-01	non defaulter	credit_card	Credit card refinancing	31.44	1995-06-01	14.0	0.0	14249.0	75.8	34.0	f	INDIVIDUAL	740	OK	4.0	1.0	15103.25	0.0	5.0	12.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18800.0	NaN	NaN	NaN	0.0	87729.0	18.331178	-65.634104	20
49697	30000.0	36 months	C	C5	Teacher	10+ years	MORTGAGE	84000.0	Verified	2015-01-01	non defaulter	debt_consolidation	Debt consolidation	16.54	2003-07-01	15.0	0.0	30246.0	70.2	45.0	f	INDIVIDUAL	920	CA	0.0	1.0	140.76	0.0	62.0	62.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	43100.0	NaN	NaN	NaN	0.0	302480.0	18.414292	-66.088042	12
49698	12000.0	36 months	B	B5	utility Pre-Craft Trainee	1 year	RENT	65000.0	Source Verified	2015-01-01	non defaulter	debt_consolidation	Debt consolidation	8.49	1993-09-01	14.0	0.0	12987.0	44.6	25.0	f	INDIVIDUAL	907	CA	0.0	1.0	9178.83	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29100.0	NaN	NaN	NaN	0.0	19865.0	18.452553	-66.077838	22
49699	12825.0	36 months	D	D4	Sales Associate	6 years	MORTGAGE	38000.0	Not Verified	2015-01-01	non defaulter	debt_consolidation	Debt consolidation	9.03	2006-06-01	8.0	0.0	11878.0	70.7	24.0	f	INDIVIDUAL	786	TX	0.0	0.0	12170.64	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16800.0	NaN	NaN	NaN	0.0	131124.0	18.155424	-66.229907	9
49700	4000.0	36 months	B	B1	Lead Custodian	10+ years	MORTGAGE	50000.0	Verified	2015-01-01	non defaulter	car	Car financing	12.63	2002-09-01	11.0	1.0	1700.0	5.6	30.0	f	INDIVIDUAL	956	CA	0.0	0.0	3655.51	0.0	NaN	NaN	84.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30100.0	NaN	NaN	NaN	0.0	18979.0	18.321137	-66.170419	13

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories